Comprehensive comparative analysis of the proposed model versus existing methods for cotton disease detection and other applications in the agricultural domain. Results are based o... by Afira Aslam (21433666)

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Grad-CAM visualizations illustrating model interpretability for cotton disease classification on samples from Plant Village dataset [59]. by Afira Aslam (21433666)

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Representative sample images from each category used in the multi-class classification task. by Afira Aslam (21433666)

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Segmentation results obtained from SAM on cotton leaf image. by Afira Aslam (21433666)

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Confusion matrix for the proposed ensemble classifier. by Afira Aslam (21433666)

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Results of multiple segmentation on single leaf image using SAM. by Afira Aslam (21433666)

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Information of dataset with number of images in each class for training, validation, and testing. by Afira Aslam (21433666)

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Accuracy of multiple classifiers with a deep-learning-based feature set by Afira Aslam (21433666)

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The whole leaf image segmented using SAM. by Afira Aslam (21433666)

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Cotton production in major countries. by Afira Aslam (21433666)

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Segment Anything Model (SAM) framework for segmentation of cotton crop leaves. by Afira Aslam (21433666)

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A demonstration of SAMCell’s interface throughout the various stages of use: (a) landing page for image upload, (b) image selection and processing status, (c) visualization of segm... by Alexandra Dunnum VandeLoo (22209218)

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Example images from the (a) Cytoplasm dataset and (b) LIVECell dataset used for training and example images from each of our evaluation datasets, (c) PBL-HEK and (d) PBL-N2a. by Alexandra Dunnum VandeLoo (22209218)

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Detailed Diagram of the SAMCell Pipeline, with stages (a) Ground truth distance map creation for training/fine-tuning (b) Fine-tuning of the Segment Anything Model, where we choose... by Alexandra Dunnum VandeLoo (22209218)

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(a) A cropped microscope image from the LIVECell test set, (b) overlayed ground-truth cell masks, and (c) a distance map computed from these cell masks. by Alexandra Dunnum VandeLoo (22209218)

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A performance comparison between SAMCell and 3 existing cell segmentation baselines. by Alexandra Dunnum VandeLoo (22209218)

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A zero-shot, cross-dataset performance comparison between SAMCell-Generalist (fine-tuned on Cellpose Cytoplasm and LIVECell datasets), SAMCell-Cyto (fine-tuned on Cellpose Cytoplas... by Alexandra Dunnum VandeLoo (22209218)

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Appendix figures. by Alexandra Dunnum VandeLoo (22209218)

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Digital Microfluidic Platform Based on Printed Circuit Board for Affinity Evaluation of Mertansine Aptamers by Dongliu Xiang (10688647)

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(a) A single Phase Contrast image of HEK cells from our PBL-HEK dataset, (b) annotated manually by an expert, (c) automatically annotated by Meta’s SAM-huge model, and (d) automati... by Alexandra Dunnum VandeLoo (22209218)

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